{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Programming Exercise 3: Multi-class Classification and Neural Networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import scipy.io #Used to load the OCTAVE *.mat files\n",
    "import scipy.misc #Used to show matrix as an image\n",
    "import matplotlib.cm as cm #Used to display images in a specific colormap\n",
    "import random #To pick random images to display\n",
    "from scipy.special import expit #Vectorized sigmoid function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1 Multi-class Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.1 Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'y' shape: (5000, 1). Unique elements in y: [ 1  2  3  4  5  6  7  8  9 10]\n",
      "'X' shape: (5000, 401). X[0] shape: (401,)\n"
     ]
    }
   ],
   "source": [
    "datafile = 'data/ex3data1.mat'\n",
    "mat = scipy.io.loadmat( datafile )\n",
    "X, y = mat['X'], mat['y']\n",
    "#Insert a column of 1's to X as usual\n",
    "X = np.insert(X,0,1,axis=1)\n",
    "print \"'y' shape: %s. Unique elements in y: %s\"%(mat['y'].shape,np.unique(mat['y']))\n",
    "print \"'X' shape: %s. X[0] shape: %s\"%(X.shape,X[0].shape)\n",
    "#X is 5000 images. Each image is a row. Each image has 400 pixels unrolled (20x20)\n",
    "#y is a classification for each image. 1-10, where \"10\" is the handwritten \"0\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2 Visualizing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def getDatumImg(row):\n",
    "    \"\"\"\n",
    "    Function that is handed a single np array with shape 1x400,\n",
    "    crates an image object from it, and returns it\n",
    "    \"\"\"\n",
    "    width, height = 20, 20\n",
    "    square = row[1:].reshape(width,height)\n",
    "    return square.T\n",
    "    \n",
    "def displayData(indices_to_display = None):\n",
    "    \"\"\"\n",
    "    Function that picks 100 random rows from X, creates a 20x20 image from each,\n",
    "    then stitches them together into a 10x10 grid of images, and shows it.\n",
    "    \"\"\"\n",
    "    width, height = 20, 20\n",
    "    nrows, ncols = 10, 10\n",
    "    if not indices_to_display:\n",
    "        indices_to_display = random.sample(range(X.shape[0]), nrows*ncols)\n",
    "        \n",
    "    big_picture = np.zeros((height*nrows,width*ncols))\n",
    "    \n",
    "    irow, icol = 0, 0\n",
    "    for idx in indices_to_display:\n",
    "        if icol == ncols:\n",
    "            irow += 1\n",
    "            icol  = 0\n",
    "        iimg = getDatumImg(X[idx])\n",
    "        big_picture[irow*height:irow*height+iimg.shape[0],icol*width:icol*width+iimg.shape[1]] = iimg\n",
    "        icol += 1\n",
    "    fig = plt.figure(figsize=(6,6))\n",
    "    img = scipy.misc.toimage( big_picture )\n",
    "    plt.imshow(img,cmap = cm.Greys_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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gbGyMlRrQaDTg8/nI5XLIZrOIx+MsO7e7uxsDAwPH5kkoFLI1GI1GkUgkzqX4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52YpADCcnJxVFY5HTftPYKP2h0WiYt5x0RyuZmiwWi6y32tbWhrt378JoNCIej+Pp06eYnJyE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113345110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displayData()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.3 Vectorizing Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Hypothesis function and cost function for logistic regression\n",
    "def h(mytheta,myX): #Logistic hypothesis function\n",
    "    return expit(np.dot(myX,mytheta))\n",
    "\n",
    "#A more simply written cost function than last week, inspired by subokita:\n",
    "def computeCost(mytheta,myX,myy,mylambda = 0.):\n",
    "    m = myX.shape[0] #5000\n",
    "    myh = h(mytheta,myX) #shape: (5000,1)\n",
    "    term1 = np.log( myh ).dot( -myy.T ) #shape: (5000,5000)\n",
    "    term2 = np.log( 1.0 - myh ).dot( 1 - myy.T ) #shape: (5000,5000)\n",
    "    left_hand = (term1 - term2) / m #shape: (5000,5000)\n",
    "    right_hand = mytheta.T.dot( mytheta ) * mylambda / (2*m) #shape: (1,1)\n",
    "    return left_hand + right_hand #shape: (5000,5000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.4 One-vs-all Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#An alternative to OCTAVE's 'fmincg' we'll use some scipy.optimize function, \"fmin_cg\"\n",
    "#This is more efficient with large number of parameters.\n",
    "#In the previous homework, I didn't have to compute the cost gradient because\n",
    "#the scipy.optimize function did it for me with some kind of interpolation...\n",
    "#However, fmin_cg needs the gradient handed do it, so I'll implement that here\n",
    "def costGradient(mytheta,myX,myy,mylambda = 0.):\n",
    "    m = myX.shape[0]\n",
    "    #Tranpose y here because it makes the units work out in dot products later\n",
    "    #(with the way I've written them, anyway)\n",
    "    beta = h(mytheta,myX)-myy.T #shape: (5000,5000)\n",
    "\n",
    "    #regularization skips the first element in theta\n",
    "    regterm = mytheta[1:]*(mylambda/m) #shape: (400,1)\n",
    "\n",
    "    grad = (1./m)*np.dot(myX.T,beta) #shape: (401, 5000)\n",
    "    #regularization skips the first element in theta\n",
    "    grad[1:] = grad[1:] + regterm\n",
    "    return grad #shape: (401, 5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy import optimize\n",
    "\n",
    "def optimizeTheta(mytheta,myX,myy,mylambda=0.):\n",
    "    result = optimize.fmin_cg(computeCost, fprime=costGradient, x0=mytheta, \\\n",
    "                              args=(myX, myy, mylambda), maxiter=50, disp=False,\\\n",
    "                              full_output=True)\n",
    "    return result[0], result[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Note: I spent a LONG time trying to optimize everything. Initially training 10 classes\n",
    "#took about 5 minutes. Now I've got it down to taking ~5 seconds total!\n",
    "def buildTheta():\n",
    "    \"\"\"\n",
    "    Function that determines an optimized theta for each class\n",
    "    and returns a Theta function where each row corresponds\n",
    "    to the learned logistic regression params for one class\n",
    "    \"\"\"\n",
    "    mylambda = 0.\n",
    "    initial_theta = np.zeros((X.shape[1],1)).reshape(-1)\n",
    "    Theta = np.zeros((10,X.shape[1]))\n",
    "    for i in xrange(10):\n",
    "        iclass = i if i else 10 #class \"10\" corresponds to handwritten zero\n",
    "        print \"Optimizing for handwritten number %d...\"%i\n",
    "        logic_Y = np.array([1 if x == iclass else 0 for x in y])#.reshape((X.shape[0],1))\n",
    "        itheta, imincost = optimizeTheta(initial_theta,X,logic_Y,mylambda)\n",
    "        Theta[i,:] = itheta\n",
    "    print \"Done!\"\n",
    "    return Theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing for handwritten number 0...\n",
      "Optimizing for handwritten number 1...\n",
      "Optimizing for handwritten number 2...\n",
      "Optimizing for handwritten number 3...\n",
      "Optimizing for handwritten number 4...\n",
      "Optimizing for handwritten number 5...\n",
      "Optimizing for handwritten number 6...\n",
      "Optimizing for handwritten number 7...\n",
      "Optimizing for handwritten number 8...\n",
      "Optimizing for handwritten number 9...\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "Theta = buildTheta()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def predictOneVsAll(myTheta,myrow):\n",
    "    \"\"\"\n",
    "    Function that computes a hypothesis for an individual image (row in X)\n",
    "    and returns the predicted integer corresponding to the handwritten image\n",
    "    \"\"\"\n",
    "    classes = [10] + range(1,10)\n",
    "    hypots  = [0]*len(classes)\n",
    "    #Compute a hypothesis for each possible outcome\n",
    "    #Choose the maximum hypothesis to find result\n",
    "    for i in xrange(len(classes)):\n",
    "        hypots[i] = h(myTheta[i],myrow)\n",
    "    return classes[np.argmax(np.array(hypots))]    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set accuracy: 94.7%\n"
     ]
    }
   ],
   "source": [
    "# \"You should see that the training set accuracy is about 94.9%\"\n",
    "n_correct, n_total = 0., 0.\n",
    "incorrect_indices = []\n",
    "for irow in xrange(X.shape[0]):\n",
    "    n_total += 1\n",
    "    if predictOneVsAll(Theta,X[irow]) == y[irow]: \n",
    "        n_correct += 1\n",
    "    else: incorrect_indices.append(irow)\n",
    "print \"Training set accuracy: %0.1f%%\"%(100*(n_correct/n_total))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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s7DA3mVQqhVqths1mQ7PZxNraGjO730cnrW97fKnZbCKVSiGZTLIkq06sAQm0XC7H+C+X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zX+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\nZYVeRhlllPGRoKzQyyijjDI+Evx/0xvcgVefJFQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113345ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gIP75n/8Z4+PjUKlU2N7exldffYVgMIhKpQK5XM5M3PMEJUkYGI1GTE1N4ZNPPsHw8DCK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ZTAaHwwGj0QiHw8EUqUAgOHUJXUa4CSWBQACTyYShoSEMDQ2hr68PUqkUxWIRMzMzsNvtsNvt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116d64650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KCjQUCmF7extLS0tYX19HIBAgpM9pLXMmAoEALpcL4+PjuHfvHnw+H2q1GlVN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\nAgCSySTK5TKy2WxDY9M6HB0dIZ/PIxgM4uDggD0SnU4Hi8XCwIVm0Qp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0CIlE4kz5DuL3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\nkuRbGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118243410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's have a look at the ones we get wrong:\n",
    "displayData(incorrect_indices[:100])\n",
    "displayData(incorrect_indices[100:200])\n",
    "displayData(incorrect_indices[200:300])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 2 Neural Networks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1 Model representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta1 has shape: (25, 401)\n",
      "Theta2 has shape: (10, 26)\n"
     ]
    }
   ],
   "source": [
    "#You have been provided with a set of network parameters (Θ(1),Θ(2)) \n",
    "#already trained by us. These are stored in ex3weights.mat\n",
    "datafile = 'data/ex3weights.mat'\n",
    "mat = scipy.io.loadmat( datafile )\n",
    "Theta1, Theta2 = mat['Theta1'], mat['Theta2']\n",
    "print \"Theta1 has shape:\",Theta1.shape\n",
    "print \"Theta2 has shape:\",Theta2.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 Feedforward Propagation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def propagateForward(row,Thetas):\n",
    "    \"\"\"\n",
    "    Function that given a list of Thetas, propagates the\n",
    "    Row of features forwards, assuming the features already\n",
    "    include the bias unit in the input layer, and the \n",
    "    Thetas need the bias unit added to features between each layer\n",
    "    \"\"\"\n",
    "    features = row\n",
    "    for i in xrange(len(Thetas)):\n",
    "        Theta = Thetas[i]\n",
    "        z = Theta.dot(features)\n",
    "        a = expit(z)\n",
    "        if i == len(Thetas)-1:\n",
    "            return a\n",
    "        a = np.insert(a,0,1) #Add the bias unit\n",
    "        features = a\n",
    "\n",
    "def predictNN(row,Thetas):\n",
    "    \"\"\"\n",
    "    Function that takes a row of features, propagates them through the\n",
    "    NN, and returns the predicted integer that was hand written\n",
    "    \"\"\"\n",
    "    classes = range(1,10) + [10]\n",
    "    output = propagateForward(row,Thetas)\n",
    "    return classes[np.argmax(np.array(output))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set accuracy: 97.5%\n"
     ]
    }
   ],
   "source": [
    "# \"You should see that the accuracy is about 97.5%\"\n",
    "myThetas = [ Theta1, Theta2 ]\n",
    "n_correct, n_total = 0., 0.\n",
    "incorrect_indices = []\n",
    "#Loop over all of the rows in X (all of the handwritten images)\n",
    "#and predict what digit is written. Check if it's correct, and\n",
    "#compute an efficiency.\n",
    "for irow in xrange(X.shape[0]):\n",
    "    n_total += 1\n",
    "    if predictNN(X[irow],myThetas) == int(y[irow]): \n",
    "        n_correct += 1\n",
    "    else: incorrect_indices.append(irow)\n",
    "print \"Training set accuracy: %0.1f%%\"%(100*(n_correct/n_total))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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s1uA5AWITGngDjbwhqVXVqzISbAJJak+MKjGK2PSZ29vb6PV6U0WPA8gnJdDV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\nP+jvIYJder15AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116c09150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OI1LVKOaFUqmxvb0dDd7ZjFgbL9Dt0dERDg8PcXh4iIODg7F6t9uNLovDhPNW9LB5U3Zi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\nw0EmRkaGg/8PCExCTcYI2LsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116ea9090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7MBhgMpl43ax6yrjvuZfdx3Q6LZVcIWI2Gg0Mh0PcuHED169fzyVGr9crSAyL\nHIsgRmLcB+DXAfyOKr/HOXfPQrWuCbJzWmJZR2VZYshYARPj6OioEjF4q9vg63CWG9MimPbysISQ\n0sJyv8oyOXWbOxNve71egRi+eIV+xtZ+6D6m0+ncdHed97l6eX80GuHs7KyQmNy8pkQPDpocZRKa\nEfMffJ8goucYP63+K1crhs++0BJDq1Icaa6id1tbn64s9y2xL8v0uXxtKTF8X9TgsvPzc5ydneVb\nmc7Pz/M1DXqOk+Xt0bAkpb4HJq9cD2LltaTS+fF4bK7TkMa3VfciWMbGeAsR/SSATwL4T865a0tc\na20I2RghVerk5MR0O1oSA/CrElZ7JELrLOQiJEkMroOPC3l7JDFu3LiB09PTucRrGnzrKDgK7bsv\nTQZLnWNiWImnkIemnPM8r+FwmBvcvJWqVMjWqoJFifEeAP/ZOeeI6J0A7gHw0wtea23weaVCxvfJ\nyUk+Ya+MGEC5bh16SdxxtG6sV+dpWOdLg1Ybt0wKqZ9fv349z0tiWAuO5Jwu614BeNsvVTr9MQP9\nwQP2Flp2GQf6Ql8L0XaFpUbFEmQhYjjnnhS77wPw30PHDwaDPC9HoE1CP7DYc7Q/XW5lno/V5/O2\nbDT1bUOSiO+pzKiVpJDE4C2v0wiRo+yZWWSQ+yGJUYUYvuW3XKd+7hJ8XAxieyhB2BRE9Ezn3BPZ\n7qsBfC50Mk+N3jR052s0GhiPxwCQj1hsiJ6enhZWo7Hhq6WN3Jf16Hqt+n0jaihZaoDcn06nZmxA\nbs/OzgqqE7s5reCYXLvhm4NU9qx99ykNbR13kOoYERU6sHwGeiJk7JQWAHPSbzQa+Y/1/pKBiD4I\n4C4AzyCirwG4G8CPENELAUwBPALgzWXX2QRYVFpGqo4Ss17LC/DPzs7yqQY8OoVch2WqFIC5zqal\ngTaarW2MF6hsDTevnWZjmxMTQ7aJjVyt42tY7QpJRU1gOcpbhrtlUwEwJ0NartlYsvgQ45V6nVF8\nX+Wa1gStN8aQwjmXG28sMXjuEkeaLd++diXytST0aB6SBiGDmUfYGBvGmu4h9/k+5dc3OI7BxLBi\nF5a71rpn/bx9eWu9ubSltMNBXpeftyV9Q6RYFDsX+ZbgB2aJZValuLOcnZ0V5iXFdJay0Vwaxr5t\nmRpk6cs+8kn1RObLPmTGke8y6eh7xvrZalLI9+BThbTBLGMSMvruk0iWyrkMdoIYlrdBPkQ+RpZr\nVUquAgO+sO4ZAAAF4ElEQVRQ+F6Rb3WarEvXDaAwSoYmz5XNYwrVY3U4nXzfguU8d76ymE0IVufW\n+yGvlXxm8p1yrMeaghMTr1iULDtBDMBPDt2x+IVI41suZQWQ/+7zqZepF/Ilh6TBeDye+wia7rg+\nYshOF/JqhewY6fu35pdZ8RMftGTzSRJfx9bPTbaF8/r6FvlWhZ0hBuBfNyDFLo+CTAyWFHJktIhh\nffNI16PzerTWPngZ3JJRYJm0C1LmtUHqG42tpNUQfn7yWeqyGMSM3CH1UJJUQhMjps5lsFPEAOyR\nRY887H0ZDAaFr0tII5EjsdbEP180WOclMSwVxvqKtw6AhYjBeZ8XyDcih/LrgkU6ndftKWuXPjeG\nxCubK7UrYIJIvVX61vWifemy9E2w4+vKOiT4+lZUmreWCqXVnBgj31JNNKRE1XnreS2KUOcLEUTX\nGYpUV5VkVVELYmhSSKOVVRotNaxJbZa7Vtah9y0Xpc/41oa4dmWG6rEM0VhyWNeUv60KMaN7LDlC\nqtaqUAtiSEiJwR1Xk4KnL8S6MENeKSt2USWWUabyWEZtGXyxH+vaVbGIOhMjOZatsypqQwxp1EmJ\nwdMCJCl4Up2c/hHrwrTsjDKPkS9Jwzhk1FremTKShKSFPmZViB3pq0z2W5dKtdPE0B4O+bC5c+p9\nJgW7b31JTzu36pZqjs8j5PMgaWL46tD16fIyVHHFLnudKsf73tsidS2CnSYG4Hf/8WjOnbTRaGA0\nGhVsCWDelx7jxrQ6rGUD6HLLiI4lhlXvqrDKjrjItTZBBI2dJwZgdxLZCQE7sCUR2i/rhGV+e95a\nZVXuyYdtdKzLjloQw4KOD5R1ymVH4JDvvsyvX/X6VX5LsHEpiVH2omM7saXaWMasdd0qere1Df2m\nj4m9F3m+bkNMOxNu4lISYx3wdQ6f3z+2M8UQQNd/WfTwXUatiaHtBJ8/Xbs2l/HAhIiwKDlCpE5Y\nDLUmBiNWElTxr+trL5tftM6ExVBbYugpIqHgU0yUOKa+2P1lOnYixWpQW2IAceTg44DFPVNVIr6r\nuHbC8qg1MQCUkkIfu6o6N1FPwuKoPTEAW61ZZeQ4VFfCxcROEmMVnS914HrD//mHhIQaIxEjIcFA\nIkZCgoFEjIQEA4kYCQkGEjESEgwkYiQkGEjESEgwsHFi8B+3XHSkdq4Wl6WdjI0TI/avnraN1M7V\n4rK0k5FUqYQEA4kYCQkGaF2zSPMKiNb/Ke2EhAXhnDNni66dGAkJlxFJlUpIMJCIkZBgYKPEIKKX\nE9HnieiLRPTWTdZdBUT0CBH9HyL6NBH91bbbwyCie4noKhF9VpQ9jYgeIKIvENGfENGVC9jGu4no\nMSL6VJZevs02xmBjxCCiBoB3A3gZgH8C4CeI6B9vqv6KmAK4yzn3Pc6527fdGIH7MHt+Em8D8DHn\n3PMAPAjg7RtvVRFWGwHgHufci7L0kU03qio2KTFuB/Al59yjzrkRgN8D8MoN1l8FhAuoZjrnPgHg\nKVX8SgDvz/LvB/CqjTZKwdNGYPZMLw02+fK/HcDXxf5jWdlFhAPwUSJ6iIjeuO3GlOBW59xVAHDO\nPQHg1i23x4e3ENFniOg3t63uxeDCjYoXBHc6514E4McA/CwR/eC2G1QBF9H//h4A3+GceyGAJwDc\ns+X2lGKTxPgGgGeL/WdlZRcOzrnHs+2TAD6EmRp4UXGViG4DACJ6JoC/23J75uCce9LdDJi9D8D3\nbbM9MdgkMR4C8Fwieg4RtQG8FsD9G6w/CkR0QERHWf4QwEsBfG67rSqAUNTX7wfwU1n+9QA+vOkG\nGSi0MSMs49W4WM/TxMa+K+WcmxDRWwA8gBkh73XOPbyp+ivgNgAfyqayNAF8wDn3wJbbBAAgog8C\nuAvAM4joawDuBvArAH6fiN4A4FEAr9leC71t/BEieiFm3r5HALx5aw2MRJoSkpBgIBnfCQkGEjES\nEgwkYiQkGEjESEgwkIiRkGAgESMhwUAiRkKCgUSMhAQDfw8KlVbWszF8rQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116ed6090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JJC87Z4faOtkigna7HY1OqVaypFCZtXPbF8lw3kT3HRI5EjHWgEeOWEZcRAov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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116ef9990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x116f2a210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pick some of the images we got WRONG and look at them, just to see\n",
    "for x in xrange(5):\n",
    "    i = random.choice(incorrect_indices)\n",
    "    fig = plt.figure(figsize=(3,3))\n",
    "    img = scipy.misc.toimage( getDatumImg(X[i]) )\n",
    "    plt.imshow(img,cmap = cm.Greys_r)\n",
    "    predicted_val = predictNN(X[i],myThetas)\n",
    "    predicted_val = 0 if predicted_val == 10 else predicted_val\n",
    "    fig.suptitle('Predicted: %d'%predicted_val, fontsize=14, fontweight='bold')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
